Unified endpoint management for enterprise buyers
Asked as “unified endpoint management platform”, and as “device management tool for laptops and phones”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
85%
Microsoft IntuneClear leader
85Microsoft Intune10Omnissa Workspace ONE02Hexnode UEM02others
85% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the six products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All fifteen head-to-head pages: the top six products, each against each
Microsoft Intune vs NinjaOneMicrosoft Intune vs ScalefusionManageEngine Endpoint Central vs JumpCloudManageEngine Endpoint Central vs MiradoreManageEngine Endpoint Central vs NinjaOneManageEngine Endpoint Central vs ScalefusionJumpCloud vs MiradoreJumpCloud vs NinjaOneJumpCloud vs ScalefusionMiradore vs NinjaOneMiradore vs ScalefusionNinjaOne vs Scalefusion
One product takes 85% of first choices here, so the chart would put eight markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Nine of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Qwen 3.7 Flash and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Omnissa Workspace ONE20%
14 of 71 labels negative · 11 of 12 models · 1 hard negative
“This is the most critical platform to avoid or scrutinize heavily based on recent findings.” GLM 4.7 FlashX, negative prompt
Ivanti Neurons for UEM17%
8 of 48 labels negative · 7 of 12 models · 3 hard negative
“Ivanti stands out as the platform requiring the most careful consideration. The company has experienced repeated security vulnerabilities that were actively exploited in the wild” MiniMax M2.5, negative prompt
ManageEngine Endpoint Central19%
8 of 42 labels negative · 6 of 12 models · 2 hard negative
“ManageEngine Endpoint Central is also labeled as "High Caution/Avoid Unless Specific Fit" due to its "Poor scalability for very large fleets"” Llama 4 Maverick, negative prompt
Jamf12%
6 of 52 labels negative · 6 of 12 models
“excellent for Apple estates, but a large enterprise with broad Windows, mobile, and mixed-OS requirements should be cautious” Perplexity Sonar, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
80 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1175 links across 270 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Venn39 answers · 52 citations · 12 models
vendor site · Guideflow38 answers · 38 citations · 11 models
26 answers · 26 citations · 11 models
vendor site · Microsoft25 answers · 26 citations · 9 models
25 answers · 25 citations · 10 models
vendor site · ManageEngine23 answers · 30 citations · 13 models
23 answers · 28 citations · 10 models
vendor site · Miradore23 answers · 24 citations · 10 models
21 answers · 21 citations · 11 models
20 answers · 28 citations · 11 models
vendor site · CyberPress19 answers · 19 citations · 9 models
18 answers · 19 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
38 answers · 11 models
28 answers · 11 models
26 answers · 11 models
24 answers · 9 models
23 answers · 10 models
22 answers · 10 models
18 answers · 9 models
16 answers · 7 models
16 answers · 10 models
14 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “unified endpoint management platform”, “unified endpoint management platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft Intune 85% | 85% | 329 | 2,240,000 | 403,136 | ||||
| Omnissa omnissa.com Omnissa Workspace ONE 10% | 10% | 133 | 390 | 21 | 45,805 company | 4 | ||
| ManageEngine parent site ManageEngine Mobile Device Manager Plus 2%, ManageEngine Endpoint Central 0% | 2% | 204 | 8,100 | 675 | ||||
| Hexnode hexnode.com Hexnode UEM 2% | 2% | 64 | 260 | 5 | 174,074 company | 46 | ||
| Jamf jamf.com | 0% | 131 | 22,200 | 1,681 | 93,863 | $74 | 47 | |
| Ivanti ivanti.com Ivanti Neurons for UEM 0% | 0% | 98 | 9,900 | 636 | 64,352 company | $179 | 32 | 2 |
| IBM parent site IBM MaaS360 0% | 0% | 57 | 201,000 | 34,098 | ||||
| NinjaOne ninjaone.com | 0% | 388 | 18,100 | 610 | 316,268 | $17,226 | 118 | |
| SOTI MobiControl soti.net | 0% | 23 | 880 | 55 | 7,504 | $19,224 | 14 | |
| JumpCloud jumpcloud.com | 0% | 321 | 12,100 | 244 | 108,479 | $8,612 | 80 |
Google's top ten for the two searches hold 11 sites; 2 of them are among the sites the models cited here (gartner.com, syncrosecure.com). The first result for “unified endpoint management platform” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best unified endpoint management platform for an enterprise B2B company?”Paraphrase“Which device management tool for laptops and phones would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade unified endpoint management platforms and how do they differ?”Budget-constrained“What is the best unified endpoint management platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a unified endpoint management platform. What should we look at?”Negative“Which unified endpoint management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceManageEngine Mobile Device Manager PlusChangedMicrosoft IntuneMicrosoft Intuneagainst: Omnissa Workspace ONEno first choiceagainst: Ivanti Endpoint Manager
Three alternatives
IBM MaaS360, Jamf, Microsoft IntuneSix alternatives
Hexnode UEM, IBM MaaS360, Ivanti Endpoint Manager, ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONEOne alternative
ManageEngine Endpoint CentralGPT-5.4 miniMicrosoft IntuneMicrosoft IntuneHeldMicrosoft Intuneagainst: Citrix Endpoint Management, HCL BigFix, IBM MaaS360Microsoft Intuneagainst: Ivanti Neurons for UEM, ManageEngine Endpoint Central, Scalefusionno first choiceagainst: Broadcom, Ivanti Neurons for UEM, Jamf, Microsoft, Omnissa Workspace ONE
One alternative
Ivanti Neurons for UEMThree alternatives
Ivanti Neurons for MDM, Jamf, Omnissa Workspace ONESix alternatives
Ivanti Neurons for UEM, Jamf, Kandji, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI MobiControlOne alternative
JamfGemini 3.5 FlashMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneMicrosoft IntuneMicrosoft Intuneagainst: Broadcom, Citrix Endpoint Management, Hexnode UEM, Ivanti Desktop and Server Management, Ivanti Neurons for UEM, Jamf, JumpCloud, Kandji, ManageEngine Endpoint Central, Omnissa Workspace ONE
Four alternatives
ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONE, Tanium PlatformThree alternatives
Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEFive alternatives
HCL BigFix, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONETwo alternatives
ManageEngine Endpoint Central, Omnissa Workspace ONEThree alternatives
Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONEPerplexity SonarMicrosoft IntuneMicrosoft IntuneHeldno first choiceMicrosoft Intuneno first choiceagainst: Jamf, Microsoft Intune, SOTI MobiControl
Two alternatives
Jamf, ManageEngine Endpoint CentralFour alternatives
IBM MaaS360, Jamf, SOTI MobiControl, ScalefusionTwo alternatives
ManageEngine Endpoint Central, ZecuritGrok 4.20Microsoft IntuneMicrosoft IntuneHeldMicrosoft IntuneMicrosoft IntuneMicrosoft Intuneagainst: Hexnode UEMagainst: IBM MaaS360, Ivanti Neurons for UEM, ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONE, Pulseway, Syncro
Two alternatives
ManageEngine Endpoint Central, Omnissa Workspace ONETwo alternatives
Jamf, Omnissa Workspace ONEFive alternatives
IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEThree alternatives
Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEThree alternatives
ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONEMistral SmallMicrosoft IntuneMicrosoft IntuneHeldno first choiceMicrosoft Intuneagainst: Jamf, Omnissa Workspace ONEno first choiceagainst: IBM MaaS360, Omnissa Workspace ONE
Two alternatives
Ivanti Neurons for UEM, Omnissa Workspace ONEThree alternatives
Hexnode UEM, Jamf, Omnissa Workspace ONESix alternatives
Cisco Meraki Systems Manager, IBM MaaS360, Ivanti Neurons for UEM, Jamf, Microsoft Intune, NinjaOneDeepSeek V4 FlashMicrosoft Intuneagainst: ManageEngine Endpoint CentralMicrosoft IntuneHeldagainst: JamfMicrosoft IntuneMicrosoft Intuneagainst: Atera, ManageEngine Endpoint Central, Omnissa Workspace ONEMicrosoft Intuneagainst: Ivanti Neurons for UEM, Kandji, ManageEngine Endpoint Centralagainst: BlackBerry UEM, IBM MaaS360, Ivanti Neurons UEM
Three alternatives
Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONEOne alternative
Omnissa Workspace ONEFive alternatives
Ivanti Neurons for UEM, Jamf, JumpCloud, Kandji, Omnissa Workspace ONETwo alternatives
Ivanti Neurons for UEM, JamfTwo alternatives
Jamf, Omnissa Workspace ONELlama 4 Maverickno first choiceno first choiceHeldno first choiceOmnissa Workspace ONEno first choiceagainst: Ivanti Neurons for UEM, ManageEngine Endpoint Central
Qwen 3.7 FlashOmnissa Workspace ONEMicrosoft IntuneChangedMicrosoft IntuneMicrosoft IntuneMicrosoft Intuneagainst: Omnissa Workspace ONE, Scalefusion or Hexnodeagainst: Atera, Citrix Endpoint Management, Jamf, Kandji, LogMeIn, NinjaOne, Omnissa Workspace ONE, SCCM, Syncro, TeamViewer
Four alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Microsoft IntuneTwo alternatives
Jamf, Omnissa Workspace ONEFour alternatives
Citrix Endpoint Management, Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONETwo alternatives
ManageEngine Endpoint Central, Omnissa Workspace ONEThree alternatives
Ivanti Neurons for UEM, Jamf Connect / Jamf Pro, ManageEngine Endpoint CentralKimi K2Microsoft IntuneMicrosoft IntuneHeldMicrosoft IntuneMicrosoft IntuneMicrosoft Intuneagainst: 42Gears UEM, BlackBerry UEM, Microsoft Intune, Omnissa Workspace ONE
Two alternatives
Ivanti Neurons for UEM, Omnissa Workspace ONETwo alternatives
Jamf, Omnissa Workspace ONEFive alternatives
BlackBerry UEM, IBM MaaS360, Ivanti Neurons for UEM, Omnissa Workspace ONE, SOTI MobiControlTwo alternatives
Ivanti Neurons for UEM, Omnissa Workspace ONEFive alternatives
Ivanti Neurons for UEM, Jamf, JumpCloud, Kandji → Iru, Omnissa Workspace ONEGLM 4.7 FlashXMicrosoft IntuneMicrosoft IntuneHeldno first choiceMicrosoft Intuneno first choiceagainst: BlackBerry UEM, Codeproof, Hexnode UEM, Omnissa Workspace ONE
Five alternatives
IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONETwo alternatives
Jamf, Omnissa Workspace ONEEight alternatives
Action1, Ivanti Neurons for UEM, Jamf, JumpCloud Directory Platform, ManageEngine Endpoint Central, Microsoft Intune, NinjaOne, Omnissa Workspace ONEThree alternatives
Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONEMiniMax M2.5no first choiceMicrosoft Intune, Omnissa Workspace ONEChangedMicrosoft IntuneHexnode UEMMicrosoft Intuneagainst: Ivanti Neurons for UEM, ManageEngine Endpoint Central, Microsoft Intune
Four alternatives
Ivanti Neurons for UEM, Jamf, Microsoft Intune, Omnissa Workspace ONEOne alternative
JamfTwo alternatives
Ivanti Neurons for UEM, Omnissa Workspace ONEFour alternatives
Ivanti Neurons for UEM, ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONEThree alternatives
BlackBerry UEM, Jamf, Omnissa Workspace ONEBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:24 | no | 0 | 3 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:12 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:12 | yes | 18 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:27 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:22 | yes | 24 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:38 | yes | 10 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:20 | yes | 21 | 39 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:32 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:43 | yes | 10 | 46 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:19 | yes | 19 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:50 | yes | 23 | 18 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:55 | yes | 5 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:56 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:14 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:55 | yes | 9 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 12:01 | yes | 21 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:51 | yes | 20 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:42 | no | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:04 | yes | 23 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:31 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:00 | yes | 10 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:47 | yes | 15 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:23 | yes | 15 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:45 | no | 0 | 11 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:33 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:28 | yes | 5 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:56 | yes | 21 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:49 | yes | 19 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:09 | yes | 24 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:20 | yes | 12 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:36 | yes | 25 | 72 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:19 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:31 | yes | 13 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:32 | yes | 24 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:09 | yes | 5 | 64 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:55 | yes | 24 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:46 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:58 | yes | 3 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:52 | yes | 18 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:15 | yes | 17 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:16 | yes | 22 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:53 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:45 | yes | 21 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:41 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:15 | yes | 9 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:54 | yes | 23 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:36 | yes | 22 | 82 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:40 | yes | 16 | 40 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:14 | yes | 26 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:43 | yes | 3 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:09 | yes | 4 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:58 | yes | 16 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:57 | yes | 18 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:08 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:42 | yes | 24 | 55 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:40 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:54 | yes | 14 | 75 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:43 | yes | 24 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:31 | yes | 25 | 32 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:31 | yes | 5 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:15 | yes | 30 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:42 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:23 | yes | 27 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 12:04 | yes | 23 | 8 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:19 | yes | 25 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:14 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:28 | yes | 25 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:08 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:51 | yes | 17 | 90 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:52 | yes | 22 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:16 | yes | 25 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:44 | yes | 22 | 45 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
42Gears read as 42Gears SureMDM
Cisco Meraki read as Cisco Meraki Systems Manager
Citrix read as Citrix Endpoint Management
Hexnode read as Hexnode UEM
Ivanti read as Ivanti Neurons for UEM
Ivanti (Endpoint Manager / EPMM / Sentry) read as Ivanti Neurons for UEM
Ivanti Neurons read as Ivanti Neurons for UEM
Kaseya read as Kaseya VSA
ManageEngine read as ManageEngine Endpoint Central
Omnissa read as Omnissa Workspace ONE
Omnissa (Workspace ONE) read as Omnissa Workspace ONE
SOTI read as SOTI MobiControl
Unresolved, counted raw
Codeproof
IBM MaaS360 with Watson
Ivanti Desktop and Server Management (DSM)
Ivanti Endpoint Manager Mobile (EPMM), on-premises
Ivanti Neurons UEM
Ivanti Neurons for MDM
Jamf Connect / Jamf Pro
Kandji → Iru
MaaS360
Samsung
Scalefusion or Hexnode
Swif.ai
Tanium Platform
TeamViewer MDM
Zecurit
Discontinued, still offered
No shut-down product was recommended here.